Retrospective Cohort Study
Copyright ©The Author(s) 2025.
World J Transplant. Jun 18, 2025; 15(2): 99401
Published online Jun 18, 2025. doi: 10.5500/wjt.v15.i2.99401
Table 1 Overall cohort demographics and outcomes of patients evaluated before and after coronavirus disease 2019, n (%)

Pre-COVID era, n = 178
COVID era, n = 199
P value
Median age, years (p 25-p 75)62 (55-67)58 (47-65)0.002
Sex (male)112 (64.0)129 (64.8)0.85
Preferred language other than English45 (25.3)40 (20.1)0.28
Race/ethnicity0.89
    White90 (50.6)93 (46.7)
    Asian13 (7.3)17 (8.5)
    Hispanic66 (37.1)79 (39.7)
    Black2 (1.1)4 (2.0)
    Other7 (3.9)6 (3.0)
Insurance0.78
    Private63 (35.4)75 (37.7)
    Medicare66 (37.1)67 (33.7)
    Medi-cal49 (27.5)57 (28.6)
Etiology of liver disease
    Hepatitis C only21 (11.8)18 (9.0)
    Hepatitis C + alcohol induced liver disease15 (8.4)11 (5.5)
    Alcohol induced liver disease only73 (41)92 (46.2)
    Hepatitis B9 (5.1)5 (2.5)
    Primary sclerosing cholangitis4 (2.2)4 (2.0)
    Primary biliary cholangitis4 (2.2)6 (3.0)
    Autoimmune hepatitis1 (0.6)5 (2.5)
    Non-alcoholic steatohepatitis36 (20.2)32 (16.1)
    Alpha 1 anti-trypsin1 (0.6)1 (0.5)
    Wilson’s disease0 (0.0)1 (0.5)
    Hemochromatosis 14 (7.9)24 (12.1)
Median MELD-Na at evaluation (p 25-p 75)
    All patients17 (9-23)21 (13-29)< 0.001
    Outpatient only13 (8-19)16 (10-20)0.02
Median distance to Stanford Hospital (p 25-p 75) miles58.0 (17.1-114.3)58.6 (15.8-131.8)0.91
Alcohol etiology88 (49.4)103 (51.8)0.73
HCC diagnosis60 (33.7)42 (21.1)0.008
Hepatology liver transplant evaluation< 0.001
    Office visit128 (71.9)62 (31.2)
    Telehealth0 (0.0)58 (29.1)
    Inpatient50 (28.1)79 (39.7)
Median days from evaluation to initial committee review (p 25-p 75)
    All patients26 (11-60)13 (6-48)0.004
    Outpatient only38 (15-69)32 (11-69)0.48
COVID era median days from evaluation to initial committee review (p 25-p 75)
    Office visitN/A29 (11-63)0.5
    TelehealthN/A37.5 (11.3-74.8)
Median days from evaluation to listing (p 25- p 75)
    All patients35 (18-81)19 (7-69)0.02
    Outpatient only41 (19-104)45 (11-102)0.54
COVID era median days from evaluation to listing (p 25-p 75)
    Office visitN/A46 (11-102)0.9
    TelehealthN/A42 (12-92.5)
Listed100 (56.2)115 (57.8)0.83
COVID era listed
    Office visitN/A41 (66.1)
    TelehealthN/A28 (48.3)0.07
Pre transplant mortality
    All patientsN/A51 (25.6)N/A
    Outpatient only25 (20.8)
COVID era pre transplant mortality0.25
    Office visitN/A16 (25.8)
    TelehealthN/A9 (15.5)
TransplantedN/A59 (29.6)N/A
COVID era transplanted
    Office visitN/A13 (21.0)0.8
    TelehealthN/A14 (24.1)
Table 2 Predictors of telehealth use among outpatients during the coronavirus disease 2019 era

Univariable OR (95%CI)
P value
Multivariable OR (95%CI)
P value
Age (per year increase)1.01 (0.98-1.05)0.461.01 (0.96-1.05)0.78
Sex, male0.58 (0.27-1.24)0.160.64 (0.26-1.59)0.34
Preferred language, non-English0.91 (0.39-2.11)0.820.97 (0.31-3.02)0.97
Race/ethnicity (ref: White)
    Hispanic0.67 (0.30-1.49)0.330.64 (0.23-1.78)0.39
    Asian1.40 (0.44-4.45)0.572.01 (0.47-8.56)0.34
    Other0.47 (0.08-2.75)0.40.34 (0.03-3.94)0.39
Insurance (ref: Private)
    Medicare1.92 (0.83-4.46)0.131.85 (0.61-5.62)0.28
    Medi-cal1.86 (0.72-4.80)0.21.73 (0.55-5.40)0.35
MELD-Na at evaluation (per unit increase)0.97 (0.91-1.03)0.30.96 (0.89-1.04)0.29
Distance to Stanford Hospital (per 50 miles)0.93 (0.76-1.14)0.480.94 (0.74-1.20)0.62
Alcohol etiology1.38 (0.67-2.85)0.381.96 (0.78-4.90)0.15
HCC diagnosis1.11 (0.52-2.36)0.80.67 (0.23-1.98)0.47
Table 3 Univariable and multivariable linear regression evaluating predictors of time to committee review during coronavirus disease 2019 era

Univariable beta
P value
Multivariable beta
P value
Age0.410.12
Sex, male-14.60.03-15.380.02
Preferred language, non-English10.990.18
Race/ethnicity (ref: White)
    Hispanic-0.560.061.180.86
    Asian23.220.514.60.2
    Other-10.480.94-8.920.53
Insurance (ref: Private)
    Medicare-21.910.005-17.110.02
    Medi-cal-9.460.25-4.840.55
Hepatology visit type (ref: Office visit)
    Telehealth5.40.51.480.85
    Inpatient-31.9< 0.001-36.7< 0.001
MELD-Na at evaluation-1.12< 0.0010.340.43
Distance to Stanford Hospital-0.0080.84
Alcohol etiology8.050.22
HCC diagnosis1.90.81
Table 4 Univariable and multivariable linear regression evaluating predictors of time to listing during coronavirus disease 2019 era among those ultimately listed

Univariable beta
P value
Multivariable beta
P value
Age0.20.72
Sex, male-17.50.22
Preferred language, non-English14.640.39
Race/ethnicity (ref: White)
    Hispanic-2.180.88
    Asian15.020.53
    Other-7.730.78
Insurance (ref: Private)
    Medicare35.960.0217.460.02
    Medi-cal31.20.0811.520.13
Hepatology visit type (ref: Office visit)
    Telehealth-15.10.372.10.79
    Inpatient-51.39< 0.001-33.78< 0.001
MELD-Na at evaluation-0.850.18
Distance to Stanford Hospital-0.020.79
Alcohol etiology32.480.0213.540.03
HCC diagnosis-24.260.13
Table 5 Predictors of pre-transplant (pre- or waitlist) mortality, outpatients only, coronavirus disease 2019 era
COVID eraP value
Hepatology liver transplant evaluation - telehealth0.50 (0.19-1.33)0.17
Race/ethnicity (ref: White)
    Hispanic2.81 (1.01-7.79)0.05
    Asian0.52 (0.09-2.90)0.45
    OtherInf
Insurance (ref: Private)
    Medicare1.20 (0.41-3.54)0.74
    Medi-cal0.43 (0.11-1.63)0.22
Distance to Stanford Hospital (per 50 miles)0.73 (0.49-1.08)0.12
MELD-Na at evaluation (per unit increase)1.00 (0.93-1.08)0.91